The library

feedoracle-compliance · Audit workflows requiring verifiable compliance evidence

apple-notes · Automating note creation and organization workflows

frontend-aesthetics · Avoiding generic AI-generated design aesthetics

skillopt-improve-skill · Iterative skill refinement with validation gates

hard-predict-future · Future-oriented questions requiring quantitative rigor

ship · Quick repo updates with proper attribution

soft-predict-future · Prediction questions that need scenario planning

context-graph-compressor · Handing off long chats to new LLM sessions

changelog-orchestrator · Weekly/monthly release note automation

quest-drop · Breaking boredom with creative activities

color-curator · Finding palettes from Coolors or curated options

docx-cn · Legal document workflows with CJK support

design-wizard · Visual design guidance and artifact generation

ip-lookup · Network security and IP intelligence workflows

docx-editing · Automated legal document modifications

inspiration-analyzer · Finding patterns in visual references

docx-toolkit · Batch legal document extraction and transformation

moodboard-creator · Design concept development and mood alignment

document-processing-xlsx · Spreadsheet automation and data extraction

trend-researcher · Staying current with emerging visual trends

legal-citation-automator · Batch footnote repairs in Word documents when citation text is already verified and DOCX compatibility matters.

typography-selector · Finding cohesive font pairings with Google Fonts that avoid overused defaults while staying accessible.

legal-citation-comprehensive · Complex legal citation diagnosis across multiple source types when the handbook rule index is available locally.

lagoon-customer-support · Scaling consistent support responses across a team when vault transaction context is available.

qwen-vision · Understanding motion, transitions, and temporal sequences in video when frame-by-frame analysis is insufficient.

legal-homework-formatter · Formatting Chinese legal homework to course standards when the reference template or PPT is available.

mcp-activation · Exposing live runtime state to agents when database queries and dynamic operations are needed.

gsd:add-backlog · Parking unsequenced ideas in the roadmap when they're not yet ready for active planning.

react-component-dev · Designing reusable React components with clear responsibility boundaries and accessible HTML defaults.

gsd:add-phase · Adding phases to the active milestone when the roadmap is the system of record.

new-feature · Scaffolding features with full spec directories when requirements, design, and tasks need upfront planning.

gsd:add-tests · Generating tests from phase specifications when UAT criteria and RED-GREEN workflows guide coverage.

eilrechtsschutz-paragraf-80-vwgo · Advising on German administrative law emergency relief when norm anchors, case law, and evidence gaps are explicitly tracked.

gsd:add-todo · Capturing ad-hoc tasks from conversations when they need structured storage and state tracking.

gsd:ai-integration-phase · Designing AI systems with framework selection and evaluation strategy when the phase involves LLM integration.

gsd:analyze-dependencies · Detecting phase sequencing conflicts when the roadmap is large and cross-dependencies are hard to track.

gsd:audit-fix · Resolving phase audit failures when structured repair workflows are needed.

Things · Syncing tasks between code projects and Things.app when native AppleScript integration is available.

gsd:audit-milestone · Validating milestone structure when gate enforcement before launch is required.

review-camino-school-lanttern · Assessing school designs against learning outcomes when pedagogy expertise is embedded in the skill.

gsd:audit-uat · Finishing a milestone when you need to inventory all remaining test work before closing.

ctx-purge · Clearing polluted knowledge bases after task context corruption or starting fresh on a new unrelated project.

gsd:autonomous · Running multi-phase milestones end-to-end when you want the system to handle phase transitions and blockers without manual routing.

implement-backlog-api-tool · Adding new MCP tools to a Backlog server when the API endpoint is documented and the backlog-js client already implements the method.

gsd:check-todos · Quick context-switching when you have a backlog of small tasks and want the system to surface one with full context automatically.

gsd:cleanup · Keeping .planning/phases/ lean by archiving old milestone phases after moving to next version.

gsd:code-review · Finishing a phase when you want machine-assisted code quality review before merging, with control over depth vs time.

deploy · Standing up a multi-service stack (API, DB, cache) locally or in production with health checks and rollback guardrails.

gsd:complete-milestone · Closing out a versioned release when you want to archive scope, lock requirements, and create a git-tagged historical record.

feature-prioritizer · Deciding which features to build next when you have a backlog and want a repeatable scoring framework that works across teams.